Pith Number

pith:SUSWPQP4

pith:2018:SUSWPQP4FU3DT5ZEBROKJXCO2R

not attested not anchored not stored refs pending

Multiaccuracy: Black-Box Post-Processing for Fairness in Classification

Amirata Ghorbani, James Zou, Michael P. Kim

arxiv:1805.12317 v2 · 2018-05-31 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SUSWPQP4FU3DT5ZEBROKJXCO2R}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Towards Provably Fair Machine Learning: Bayesian Approaches For Consistent and Transparent Predictions

Receipt and verification

First computed	2026-05-18T00:06:55.882427Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

952567c1fc2d3639f7240c5ca4dc4ed464965d8728fd16fff87c901a7941fc7a

Aliases

arxiv: 1805.12317 · arxiv_version: 1805.12317v2 · doi: 10.48550/arxiv.1805.12317 · pith_short_12: SUSWPQP4FU3D · pith_short_16: SUSWPQP4FU3DT5ZE · pith_short_8: SUSWPQP4

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/SUSWPQP4FU3DT5ZEBROKJXCO2R \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 952567c1fc2d3639f7240c5ca4dc4ed464965d8728fd16fff87c901a7941fc7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e209f46831236813dffb9869ce7cb02493b1d65a9b43138b4b19bb8208b5116f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-31T04:51:08Z",
    "title_canon_sha256": "a5ba6120a4a2e12909776099b8a8c5c660a890f1204313a68651a9fd8b71303d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.12317",
    "kind": "arxiv",
    "version": 2
  }
}